OGR data source with driver: ESRI Shapefile 
Source: "/home/joebrew/Documents/cowsquitoes/data/VECTORS/13071_2010_245_MOESM1_ESM/Additional file 1 - African, Euro-ME EO shapefiles", layer: "arabiensis"
with 1 features
It has 1 fields
Integer64 fields read as strings:  ID 

cowsquito: Identifying geographical areas of greatest potential impact for livestock ivermectin implants

Figure 1. Parasite prevalence (a) Raw and (b) percentilized

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Figure 2. Cattle density (a) Raw and (b) percentilized review scale

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Figure 3. Arabiensis density (a) Raw and (b) percentilized

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Figure 4. Combined score just parasite and cattle

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Figure 5. Combined score, all three

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Figure 6. Combined score with first administrative division (a) median score and (b) proportion of surface > median continent score

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OLD STUFF BELOW

Methods

Results

Arabiensis

The below shows the distribution of arabiensis in Africa.

Malaria prevalence on the Plasmodium falciparum parasite rate in 2-10 year-olds.

The below shows the raw data on the Plasmodium falciparum parasite rate in 2-10 year-olds.

The below is identical to the above, but with country borders.

The below is identical to the above, but with administrative borders.

The below shows our (scaled) data on the Plasmodium falciparum parasite rate in 2-10 year-olds.

The below is identical to the above, but with country borders.

The below is identical to the above, but with administrative borders.

Cattle density

The below is identical to the above, but with country borders.

The below is identical to the above, but with administrative level 1 borders.

Combined score

Single score

The below shows our combined score, using the product of the cattle and malaria metrics. Unlike a multi-dimensional score, this visual does not contain as much information (ie, with a value of "40", it's not clear whether this is due to a cattle percentile of 40 and a malaria percentile of 1, or a cattle percentile of 5 and a malaria percentile of 8). That said, a one-dimensional color legend is much easier to interpret visually.

The below is identical to the above, but with country borders.

The below is identical to the above, but with the distribution of arabiensis as well.

The below is identical to the above, but showing a point for each "grid" of the raster surface, and removing the geogrpaphic coordination (ie, scatterplot).

Alternative visualizations

A

B

C

Country aggregation

We aggregate at the polygonal national level so as to rank countries by suitability for intervention. The below maps show the mean, median, maximum, and % of area greater than continental median "single score" (product of Pf and cattle percentile) for each country in Africa.

The below shows a plot of country level values (excluding countries with 0 values throughout).

The below is a table country-level values.

country Average score Max score Median score % of area > African median
Algeria NaN -Inf NA 0
Angola 2333.1573 7353.563 2209.7126 0
Benin 6496.9283 9438.505 6915.8354 0
Botswana 418.0155 2234.936 334.8742 0
Burkina Faso 7957.4392 9699.758 8157.9491 0
Burundi 2957.0399 6287.630 2896.5428 0
Cameroon 4218.5472 8602.130 4114.2068 0
Canarias NaN -Inf NA 0
Cape Verde NaN -Inf 0.0000 0
Central African Republic 4561.9193 8721.381 4341.0485 0
Chad 2824.2043 6956.231 2867.0406 0
Comoros 0.0000 0.000 0.0000 0
Congo 2462.9646 5309.806 2524.5169 0
Congo DRC 2150.1000 9513.570 1855.3171 0
Côte d'Ivoire 5168.1716 9480.841 5138.5712 0
Djibouti 1226.7141 2893.685 1245.1138 0
Egypt 960.6049 1070.870 970.5191 0
Equatorial Guinea 2360.2700 5527.850 2270.5998 0
Eritrea 974.6356 2976.994 714.8165 0
Ethiopia 273.6184 5149.637 214.5856 0
French Southern Territories NaN -Inf NA 0
Gabon 1358.5474 6905.658 939.8130 0
Gambia 710.4505 3141.180 593.5252 0
Ghana 4520.8183 8636.760 4576.7358 0
Guinea 7127.4868 9465.027 7648.6160 0
Guinea-Bissau 2048.3455 7735.997 2954.5109 0
Kenya 2341.7409 9227.900 1851.4142 0
Lesotho NaN -Inf NA 0
Liberia 3179.9214 7272.294 3126.2406 0
Libya NaN -Inf NA 0
Madagascar 2140.0323 7108.628 2142.0339 0
Madeira NaN -Inf NA 0
Malawi 2242.9314 6880.970 2052.5274 0
Mali 6201.3190 9779.972 6983.0188 0
Mauritania 1564.2885 5996.842 1439.5772 0
Mauritius NaN -Inf 0.0000 0
Mayotte 0.0000 0.000 0.0000 0
Morocco NaN -Inf NA 0
Mozambique 2588.2943 7697.740 3003.3289 0
Namibia 2391.4143 4749.421 2655.6500 0
Niger 3435.9288 9578.718 3127.1237 0
Nigeria 5753.6697 9639.879 6076.6770 0
Réunion NaN -Inf 0.0000 0
Rwanda 1652.9504 4753.002 1516.5183 0
Saint Helena NaN -Inf 0.0000 0
Sao Tome and Principe 0.0000 0.000 0.0000 0
Senegal 1821.5846 6483.164 1469.6298 0
Seychelles NaN -Inf 0.0000 0
Sierra Leone 5368.7538 8744.275 5686.6299 0
Somalia 1560.7378 4305.384 1201.2161 0
South Africa 1783.3770 5888.877 1437.3346 0
South Sudan 3567.5619 7232.180 3777.7381 0
Spain NaN -Inf NA 0
Sudan 1182.8400 5594.066 937.9648 0
Swaziland 617.2870 1152.044 540.5806 0
Tanzania 2682.8123 6876.018 2226.8264 0
Togo 6443.2457 9047.513 6401.6518 0
Tunisia NaN -Inf NA 0
Uganda 4067.3972 8033.209 4679.3340 0
Yemen NaN -Inf 0.0000 0
Zambia 2985.0090 9340.874 2920.1835 0
Zimbabwe 1359.0125 9077.524 1177.2685 0

Administrative level 1 aggregation

We aggregate at the polygonal sub-national level so as to rank administrative areas (districts, etc.) by suitability for intervention. The below maps show the mean, median, maximum, and % of area greater than continental median "single score" (product of Pf and cattle percentile) for each administrative unit in Africa.

All values for all sub-national administrative units.

country Average score Max score Median score % of area > African median
!Karas, Namibia NaN -Inf NA 0
Abia, Nigeria 6224.7890903 7475.2891486 6295.3502577 0
Abidjan, Côte d'Ivoire 3668.7777014 7107.8576290 3336.3252324 0
Acoua, Mayotte 0.0000000 0.0000000 0.0000000 0
Ad Daqahliyah, Egypt NaN -Inf NA 0
Adamaoua, Cameroon 4841.2856641 8602.1302746 4853.1248404 0
Adamawa, Nigeria 7461.0675024 9095.9937999 7634.2251484 0
Addis Abeba, Ethiopia 110.7115166 208.5884422 101.7340819 0
Adjumani, Uganda 4758.0294466 6044.6785615 4830.2076617 0
Adrar, Algeria NaN -Inf NA 0
Adrar, Mauritania NaN -Inf NA 0
Afar, Ethiopia 239.8549462 1348.9088039 194.1993290 0
Agadez, Niger 1320.5867436 4591.2939568 1205.5407766 0
Agalega Islands, Mauritius NaN -Inf 0.0000000 0
Aïn Defla, Algeria NaN -Inf NA 0
Aïn Témouchent, Algeria NaN -Inf NA 0
Akwa Ibom, Nigeria 7108.9658788 8616.5865946 7152.3070433 0
Al Bahr al Ahmar, Egypt 960.6049278 1070.8699390 970.5190722 0
Al Buhayrah, Egypt NaN -Inf NA 0
Al Butnan, Libya NaN -Inf NA 0
Al Fayyum, Egypt NaN -Inf NA 0
Al Gharbiyah, Egypt NaN -Inf NA 0
Al Iskandariyah, Egypt NaN -Inf NA 0
Al Isma`iliyah, Egypt NaN -Inf NA 0
Al Jabal al Akhdar, Libya NaN -Inf NA 0
Al Jabal al Gharbi, Libya NaN -Inf NA 0
Al Jazirah, Sudan 672.6365292 1322.7534305 662.9621070 0
Al Jifarah, Libya NaN -Inf NA 0
Al Jizah, Egypt NaN -Inf NA 0
Al Jufrah, Libya NaN -Inf NA 0
Al Kufrah, Libya NaN -Inf NA 0
Al Marj, Libya NaN -Inf NA 0
Al Marqab, Libya NaN -Inf NA 0
Al Minufiyah, Egypt NaN -Inf NA 0
Al Minya, Egypt NaN -Inf NA 0
Al Qadarif, Sudan 1494.6698131 5294.0975777 1175.0907152 0
Al Qahirah, Egypt NaN -Inf NA 0
Al Qalyubiyah, Egypt NaN -Inf NA 0
Al Uqsur, Egypt NaN -Inf NA 0
Al Wadi al Jadid, Egypt NaN -Inf NA 0
Al Wahat, Libya NaN -Inf NA 0
Alger, Algeria NaN -Inf NA 0
Ali Sabieh, Djibouti 2356.8460666 2893.6847002 2354.0187551 0
Alibori, Benin 6863.4218070 9438.5047395 7740.3790175 0
Amajyaruguru, Rwanda 1378.7334256 1830.3974014 1371.4929423 0
Amajyepfo, Rwanda 1793.8189283 3563.6032743 1636.2693437 0
Amhara, Ethiopia 323.0684438 5149.6369282 142.2836800 0
An Nuqat al Khams, Libya NaN -Inf NA 0
Anambra, Nigeria 3694.2584241 5174.2950273 3691.1552189 0
Annaba, Algeria NaN -Inf NA 0
Annobón, Equatorial Guinea 0.0000000 0.0000000 0.0000000 0
Anse aux Pins, Seychelles NaN -Inf 0.0000000 0
Anse Boileau, Seychelles NaN -Inf 0.0000000 0
Anse Étoile, Seychelles NaN -Inf 0.0000000 0
Anse Royale, Seychelles NaN -Inf 0.0000000 0
Anseba, Eritrea 607.9048049 864.0173752 580.0392213 0
Antananarivo, Madagascar 1643.1189467 3162.1397028 1595.4565191 0
Antsiranana, Madagascar 2141.9622727 4088.8385908 2182.9324009 0
Apac, Uganda 6484.2632795 7415.4113797 6593.9679926 0
Ariana, Tunisia NaN -Inf NA 0
Arua, Uganda 4988.8088974 6415.0307924 5004.0458843 0
Arusha, Tanzania 1382.2494218 4389.8769353 1282.4979049 0
As Suways, Egypt NaN -Inf NA 0
Ascension, Saint Helena NaN -Inf NA 0
Ash Sharqiyah, Egypt NaN -Inf NA 0
Ashanti, Ghana 4644.1037375 5851.1386769 4612.8911080 0
Assaba, Mauritania 1607.4282686 5001.0551899 1595.9651367 0
Aswan, Egypt NaN -Inf NA 0
Asyut, Egypt NaN -Inf NA 0
Atakora, Benin 6609.5458484 8812.6474616 7160.2254346 0
Atlantique, Benin 5617.7843083 6985.8532013 5706.0874004 0
Au Cap, Seychelles NaN -Inf 0.0000000 0
Awdal, Somalia 1784.6884919 3105.1786645 1765.4378101 0
Az Zawiyah, Libya NaN -Inf NA 0
Bafatá, Guinea-Bissau 3876.5375979 5090.9688036 3819.6610617 0
Baie Lazare, Seychelles NaN -Inf 0.0000000 0
Baie Sainte Anne, Seychelles NaN -Inf 0.0000000 0
Bakool, Somalia 1922.8432931 3334.1723716 1854.2542877 0
Balaka, Malawi 1708.4273782 2063.8991521 1719.1380731 0
Bamako, Mali 4876.7627276 6410.3355925 4999.1792605 0
Bamingui-Bangoran, Central African Republic 2038.7972874 6154.8695455 2963.9685031 0
Banaadir, Somalia 1516.1148349 2075.1608640 1459.4841163 0
Bandraboua, Mayotte 0.0000000 0.0000000 0.0000000 0
Bandrele, Mayotte 0.0000000 0.0000000 0.0000000 0
Bandundu, Democratic Republic of the Congo 2811.8580531 6118.3442894 2800.1443339 0
Bangui, Central African Republic 6493.8819203 6897.6126620 6611.5381425 0
Bani Suwayf, Egypt NaN -Inf NA 0
Banjul, Gambia 424.3950403 460.1685043 424.3950403 0
Barh el Ghazel, Chad 1753.8319807 4054.9409392 1457.4177671 0
Bari, Somalia 823.0856593 1510.8444151 826.1442958 0
Baringo, Kenya 4388.5882574 5590.6437165 4485.3139585 0
Bas-Congo, Democratic Republic of the Congo 3644.1281223 5486.9995298 3707.6703910 0
Bas-Sassandra, Côte d'Ivoire 5039.8359339 8051.4767169 5346.9874055 0
Basse-Kotto, Central African Republic 7710.3563919 8721.3805912 7823.8109787 0
Batha, Chad 2205.4413094 4358.6252664 2167.6879079 0
Batna, Algeria NaN -Inf NA 0
Bauchi, Nigeria 7160.6304720 8732.6761137 7359.7884094 0
Bay, Somalia 2613.6515671 3832.4544637 2671.9741917 0
Bayelsa, Nigeria 4597.7688541 7147.0524508 4539.5732456 0
Beau Vallon, Seychelles NaN -Inf 0.0000000 0
Béchar, Algeria NaN -Inf NA 0
Béja, Tunisia NaN -Inf NA 0
Béjaïa, Algeria NaN -Inf NA 0
Bel Air, Seychelles NaN -Inf 0.0000000 0
Belombre, Seychelles NaN -Inf 0.0000000 0
Ben Arous (Tunis Sud), Tunisia NaN -Inf NA 0
Benghazi, Libya NaN -Inf NA 0
Bengo, Angola 1754.5144145 3591.8052588 1959.9198846 0
Benguela, Angola 2963.9008153 5136.5607209 2950.1559808 0
Benshangul-Gumaz, Ethiopia 223.5684151 1277.5546024 218.0084711 0
Benue, Nigeria 4823.6749741 6265.7002232 4862.4352600 0
Berea, Lesotho NaN -Inf NA 0
Bié, Angola 2401.0369414 3433.2430674 2401.6531045 0
Bioko Norte, Equatorial Guinea 3303.4216765 5527.8503147 3102.6270897 0
Bioko Sur, Equatorial Guinea 2893.8532217 5063.1690455 3062.4830887 0
Biombo, Guinea-Bissau 1904.8062447 2477.2272958 1914.4885363 0
Biskra, Algeria NaN -Inf NA 0
Bissau, Guinea-Bissau 1726.2800798 1911.4922867 1846.7450485 0
Bizerte, Tunisia NaN -Inf NA 0
Black River, Mauritius NaN -Inf 0.0000000 0
Blantyre, Malawi 1542.2760153 1961.5656333 1575.2586087 0
Blida, Algeria NaN -Inf NA 0
Blue Nile, Sudan 1286.6524071 2369.0474713 1277.9038972 0
Boa Vista, Cape Verde NaN -Inf 0.0000000 0
Boké, Guinea 6169.1709977 9296.7871501 6245.7660370 0
Bolama, Guinea-Bissau 257.7640136 2454.9622123 0.0000000 0
Bomet, Kenya 5078.0396639 6855.2934680 5121.0183688 0
Bomi, Liberia 3520.5515557 5767.0024535 3308.1250894 0
Bong, Liberia 2922.7029270 5324.9534812 2875.4337819 0
Bordj Bou Arréridj, Algeria NaN -Inf NA 0
Borgou, Benin 7319.9903223 9087.2578007 7455.3301738 0
Borkou, Chad 1356.6198755 3347.6366838 981.8940959 0
Borno, Nigeria 4204.3651441 8379.7588689 4151.6253957 0
Boucle du Mouhoun, Burkina Faso 8431.4925851 9635.2632753 8461.9636349 0
Boueni, Mayotte 0.0000000 0.0000000 0.0000000 0
Bouenza, Republic of Congo 3408.8733379 5226.3878711 3222.4504647 0
Bouira, Algeria NaN -Inf NA 0
Boujdour, Western Sahara NaN -Inf NA 0
Boumerdès, Algeria NaN -Inf NA 0
Brakna, Mauritania 1116.7746179 1639.6552445 1150.5257212 0
Brava, Cape Verde NaN -Inf 0.0000000 0
Brazzaville, Republic of Congo 2538.1286041 3384.0879479 2339.0658119 0
Brong Ahafo, Ghana 3282.4531612 7524.1953500 2947.9789282 0
Bubanza, Burundi 2812.0931274 4265.6284054 2899.5504104 0
Bugiri, Uganda 5911.5613450 7414.9228736 6517.2271180 0
Bujumbura Mairie, Burundi 2133.8402981 3343.9454135 1797.8059621 0
Bujumbura Rural, Burundi 1807.6594966 4113.9552988 1823.3551630 0
Bulawayo, Zimbabwe 670.1233927 926.1165805 674.2630388 0
Bundibugyo, Uganda 4465.2108534 6592.1268245 5075.6295053 0
Bungoma, Kenya 6049.6135053 7206.0643971 6238.7643917 0
Bur Sa`id, Egypt NaN -Inf NA 0
Bururi, Burundi 1759.1144198 2998.0251279 2038.4675103 0
Bushenyi, Uganda 3003.3222685 4841.3040782 3434.2789092 0
Busia, Kenya 6846.3386024 7628.5335892 6943.7150333 0
Busia, Uganda 6531.6930506 7419.1251761 6599.7800035 0
Butha-Buthe, Lesotho NaN -Inf NA 0
Cabinda, Angola 2875.0649733 4295.4973118 2845.5844558 0
Cabo Delgado, Mozambique 2282.0167008 7254.1786817 2626.4761637 0
Cacheu, Guinea-Bissau 1258.3285664 2361.3910581 1235.5169616 0
Cankuzo, Burundi 3879.1812936 5304.0912238 3871.2898105 0
Cascade, Seychelles NaN -Inf 0.0000000 0
Cascades, Burkina Faso 8125.2369521 9191.8952412 8344.7828143 0
Central Darfur, Sudan 2031.1458050 4047.5570672 1932.9436420 0
Central Equatoria, South Sudan 4743.1570669 7053.3304941 5455.2985113 0
Central, Botswana 394.8407924 1584.3883705 378.4717622 0
Central, Ghana 4817.9001296 6081.9325116 4771.5386447 0
Central, Zambia 3374.7403605 6300.9865227 3351.9751678 0
Centre-Est, Burkina Faso 7094.3168765 8558.9982337 7113.3539366 0
Centre-Nord, Burkina Faso 8382.4576567 9399.1996556 8596.6794015 0
Centre-Ouest, Burkina Faso 8030.5983519 9231.7110287 8029.2124894 0
Centre-Sud, Burkina Faso 6957.2709445 8602.9705632 7148.4773635 0
Centre, Burkina Faso 6550.9122362 7731.7314896 6595.6290310 0
Centre, Cameroon 4134.3506356 5543.5206296 4205.2561773 0
Centre, Togo 5980.1849308 6880.0598555 6302.6176259 0
Centro Sur, Equatorial Guinea 2026.9765668 2968.9473595 2165.6993597 0
Chaouia - Ouardigha, Morocco NaN -Inf NA 0
Chari-Baguirmi, Chad 2727.9976513 4785.4431208 2750.0948274 0
Chiconi, Mayotte 0.0000000 0.0000000 0.0000000 0
Chikwawa, Malawi 1777.2195953 3138.2494146 1668.1491936 0
Chiradzulu, Malawi 1473.3254748 2092.9858230 1342.5575267 0
Chirongui, Mayotte 0.0000000 0.0000000 0.0000000 0
Chitipa, Malawi 2360.4445239 3352.5806042 2441.7081733 0
Chlef, Algeria NaN -Inf NA 0
Chobe, Botswana 571.2267501 2125.1236209 343.3012877 0
Cibitoke, Burundi 3400.4742646 4848.4014102 3389.4135041 0
Collines, Benin 5846.2804938 7515.9593892 5893.5618991 0
Comoé, Côte d'Ivoire 4648.9353325 9168.6125720 5039.6946207 0
Conakry, Guinea 2952.5468126 4827.6380086 3074.6510650 0
Constantine, Algeria NaN -Inf NA 0
Copperbelt, Zambia 3478.8927163 5369.3302391 3561.8939560 0
Cross River, Nigeria 4873.6067148 8202.0082583 5161.5888538 0
Cuando Cubango, Angola 2283.1928960 4246.9203639 2220.7320947 0
Cuanza Norte, Angola 3126.5827159 5425.5639526 3119.7756287 0
Cuanza Sul, Angola 2513.2189996 3873.8250259 2556.0587717 0
Cunene, Angola 2414.4632491 4756.0894916 2414.3412489 0
Cuvette-Ouest, Republic of Congo 2438.3027188 4157.7390678 2922.7883672 0
Cuvette, Republic of Congo 3015.8555354 4158.2893084 3063.1280912 0
Dakar, Senegal 1617.4995378 1984.8490923 1641.1098853 0
Dakhlet Nouadhibou, Mauritania NaN -Inf NA 0
Dar es Salaam, Tanzania 3148.9065628 4969.5111824 3126.0697311 0
Darnah, Libya NaN -Inf NA 0
Debub, Eritrea 640.0848064 2544.2846881 501.4925669 0
Debubawi Keyih Bahri, Eritrea 917.0826188 2976.9938573 816.8753887 0
Dedza, Malawi 1921.5968153 6131.4476559 1987.9986696 0
Delta, Nigeria 4220.0724421 6700.3057591 4115.3888828 0
Dembeni, Mayotte 0.0000000 0.0000000 0.0000000 0
Denguélé, Côte d'Ivoire 6470.9326601 8093.6254876 6485.3343466 0
Diffa, Niger 2841.7405360 6272.1590037 2823.2470469 0
Dikhil, Djibouti 463.1278863 1010.4307476 404.2573394 0
Diourbel, Senegal 1357.0605447 1853.4812122 1342.8398204 0
Dire Dawa, Ethiopia 190.2029704 281.1948772 203.1200973 0
Djelfa, Algeria NaN -Inf NA 0
Djibouti, Djibouti 2418.1225558 2540.5171931 2418.1225558 0
Dodoma, Tanzania 1963.0757761 3837.9849869 1965.4538820 0
Donga, Benin 6765.7689166 8350.9731704 6962.0206268 0
Dosso, Niger 6372.3904156 9578.7179017 6563.2305440 0
Doukkala - Abda, Morocco NaN -Inf NA 0
Dowa, Malawi 3109.3595676 3780.2559262 3398.7162631 0
Dumyat, Egypt NaN -Inf NA 0
Dzaoudzi, Mayotte 0.0000000 0.0000000 0.0000000 0
East Darfur, Sudan 1397.8370716 3384.6233026 1137.9372238 0
Eastern Cape, South Africa NaN -Inf NA 0
Eastern Equatoria, South Sudan 3205.7834716 6663.3005798 3670.1717064 0
Eastern, Ghana 3276.5088616 7577.2190136 2686.2081531 0
Eastern, Sierra Leone 6246.1499684 8413.6270086 6351.7559947 0
Eastern, Zambia 4705.3218676 6239.0410463 4901.0079284 0
Ebonyi, Nigeria 6905.5061043 8237.2606916 6982.7601628 0
Edo, Nigeria 5101.2752634 6803.9057122 5227.6884817 0
Ekiti, Nigeria 6018.0734732 6976.0739667 6025.9982207 0
El Bayadh, Algeria NaN -Inf NA 0
El Oued, Algeria NaN -Inf NA 0
El Tarf, Algeria NaN -Inf NA 0
Elgeyo-Marakwet, Kenya 4181.5752693 5365.3389573 4234.5878448 0
Embu, Kenya 2909.1439594 3598.8206223 2912.0257440 0
English River, Seychelles NaN -Inf 0.0000000 0
Ennedi Est, Chad 1004.3508710 2790.6068922 965.5242195 0
Ennedi Ouest, Chad 968.7320177 2858.7590080 906.6043494 0
Enugu, Nigeria 4238.7578374 7550.0175586 4106.9155249 0
Équateur, Democratic Republic of the Congo 1753.5392039 6648.4490896 1658.7703750 0
Erongo, Namibia 2739.7525168 3175.3768481 2760.1535500 0
Es Semara, Western Sahara NaN -Inf NA 0
Est, Burkina Faso 6932.6271854 9128.2503805 7226.4071675 0
Est, Cameroon 3618.0296140 7708.9760861 3775.7639917 0
Estuaire, Gabon 188.8929884 3944.7585422 0.1217707 0
Extrême-Nord, Cameroon 4931.2255548 8087.1667059 4948.6169685 0
Faranah, Guinea 7344.0714968 9065.5525352 7332.5862661 0
Fatick, Senegal 1152.7028664 1970.8866230 1145.7595097 0
Federal Capital Territory, Nigeria 5541.5765989 7178.1756992 5524.8840264 0
Fès - Boulemane, Morocco NaN -Inf NA 0
Fianarantsoa, Madagascar 2137.5829486 6111.4588073 1733.9710781 0
Flacq, Mauritius NaN -Inf 0.0000000 0
Francistown, Botswana 188.9905030 223.2762746 190.0188257 0
Free State, South Africa 1410.4819662 1410.4819662 1410.4819662 0
Gabès, Tunisia NaN -Inf NA 0
Gaborone, Botswana NaN -Inf NA 0
Gabú, Guinea-Bissau 3771.1937035 6919.1810838 3807.7969089 0
Gafsa, Tunisia NaN -Inf NA 0
Galguduud, Somalia 558.6340210 1356.8205431 509.9210245 0
Gambela Peoples, Ethiopia 515.9227150 3661.4204912 287.8217420 0
Gao, Mali 2852.2081773 7435.3524694 2177.2021002 0
Garissa, Kenya 2000.4608190 3861.9988077 1915.7112240 0
Gash Barka, Eritrea 1089.8817781 2059.1737169 1088.9831501 0
Gauteng, South Africa 1709.1067252 2242.3599646 1776.7849898 0
Gaza, Mozambique 3348.7115179 7357.3677209 3508.8639614 0
Gbapolu, Liberia 3736.9846822 4793.6247506 3728.3534712 0
Gedo, Somalia 1830.2637409 4108.8842419 1845.5637387 0
Geita, Tanzania 4147.8000156 6435.1745092 4220.8941376 0
Ghanzi, Botswana 261.0239394 1458.2337335 199.6429523 0
Gharb - Chrarda - Béni Hssen, Morocco NaN -Inf NA 0
Ghardaïa, Algeria NaN -Inf NA 0
Ghat, Libya NaN -Inf NA 0
Gitega, Burundi 2399.9137504 3004.9347970 2384.0485053 0
Glacis, Seychelles NaN -Inf 0.0000000 0
Gôh-Djiboua, Côte d'Ivoire 4170.1841938 7695.7255439 4193.3821493 0
Gombe, Nigeria 7747.9393629 8968.5701090 7873.4841215 0
Gorgol, Mauritania 696.2760668 1156.5400303 677.3583513 0
Grand Cape Mount, Liberia 1786.1153009 5788.7472424 871.3913154 0
Grand Casablanca, Morocco NaN -Inf NA 0
Grand Port, Mauritius NaN -Inf 0.0000000 0
Grand' Anse, Seychelles NaN -Inf 0.0000000 0
Grand'Anse Praslin, Seychelles NaN -Inf 0.0000000 0
GrandBassa, Liberia 2567.2650530 5528.0648930 2430.5265002 0
GrandGedeh, Liberia 3012.1687125 4095.0083483 3005.2503046 0
GrandKru, Liberia 5111.7322548 7272.2937094 4979.7428452 0
Greater Accra, Ghana 4025.2369565 5522.6155544 4254.5663196 0
Guelma, Algeria NaN -Inf NA 0
Guelmim - Es-Semara, Morocco NaN -Inf NA 0
Guéra, Chad 3769.5863473 4691.0118945 3846.1032534 0
Guidimaka, Mauritania 1191.4740718 3811.9789357 1158.2155800 0
Gulu, Uganda 4129.0726330 6929.0430538 4560.0057669 0
Hadjer-Lamis, Chad 2772.0320220 5821.7547365 2703.1878550 0
Harare, Zimbabwe 660.5995799 981.9144993 665.1753838 0
Harari People, Ethiopia 0.0018169 0.0033067 0.0017303 0
Hardap, Namibia NaN -Inf NA 0
Haut-Bassins, Burkina Faso 9172.7260527 9699.7576806 9260.9452051 0
Haut-Mbomou, Central African Republic 2739.0711004 6337.9470611 2575.2721083 0
Haut-Ogooué, Gabon 2544.5733515 3793.5924045 2643.4682154 0
Haute-Kotto, Central African Republic 4016.1763132 7584.0920795 4013.8111153 0
Hhohho, Swaziland 456.1707466 586.1027843 453.1130535 0
Hiiraan, Somalia 1283.3975396 2684.6981943 1301.1685817 0
Hodh ech Chargui, Mauritania 2795.0452060 5996.8420222 2747.1126712 0
Hodh el Gharbi, Mauritania 1719.2466932 4344.3405539 1672.6502724 0
Hoima, Uganda 5273.0557233 6853.8177793 5480.4740951 0
Homa Bay, Kenya 5773.6276852 9227.8997156 5968.1125466 0
Huambo, Angola 2580.6639025 4042.4463527 2506.8316062 0
Huíla, Angola 3986.4286647 7353.5625789 4208.0527158 0
Iburasirazuba, Rwanda 1746.8125873 4753.0022297 1498.5437891 0
Iburengerazuba, Rwanda 1409.6523483 2166.3968720 1481.2707025 0
Iganga, Uganda 6527.6775708 7485.1423726 6605.4519211 0
Illizi, Algeria NaN -Inf NA 0
Imo, Nigeria 5577.4152865 6997.1841529 5702.0651223 0
Inchiri, Mauritania NaN -Inf NA 0
Inhambane, Mozambique 3592.9360156 7151.6267039 3423.1308866 0
Iringa, Tanzania 1731.7929617 4853.8114864 1874.4580442 0
Isiolo, Kenya 1634.5174034 3682.1556116 1573.8175101 0
Janub Sina', Egypt NaN -Inf NA 0
Jendouba, Tunisia NaN -Inf NA 0
Jigawa, Nigeria 5780.8408000 8597.9588833 5745.5673180 0
Jijel, Algeria NaN -Inf NA 0
Jinja, Uganda 4453.0968597 5247.7604141 4575.1928572 0
Jubbada Dhexe, Somalia 3019.9988248 3862.8554121 3038.0127316 0
Jubbada Hoose, Somalia 2397.8277911 3872.7958158 2374.6650320 0
Jungoli, South Sudan 2329.2447628 4930.9013609 2696.0585060 0
Jwaneng, Botswana NaN -Inf NA 0
Kabale, Uganda 1552.0237439 2060.2264706 1466.5551422 0
Kabarole, Uganda 5081.1861161 6080.7899656 5304.4272014 0
Kaberamaido, Uganda 5881.6982824 6594.7847061 5990.4726566 0
Kaduna, Nigeria 7753.9960260 8857.5626194 7846.1384822 0
Kaffrine, Senegal 1049.6270983 2004.9557103 981.7358915 0
Kafr ash Shaykh, Egypt NaN -Inf NA 0
Kagera, Tanzania 1942.6770614 5475.0214796 2021.0176350 0
Kairouan, Tunisia NaN -Inf NA 0
Kajiado, Kenya 2673.5754731 4220.9129385 2783.8625232 0
Kakamega, Kenya 6225.8548342 7355.6159871 6200.2996728 0
Kalangala, Uganda 3042.9396830 5576.8315626 3261.9065965 0
Kampala, Uganda 3257.4761760 4352.0604048 3071.7747709 0
Kamuli, Uganda 5914.1763146 7176.0821927 6018.5798712 0
Kamwenge, Uganda 5403.3694463 6330.6652625 5424.0004920 0
Kanem, Chad 1195.5440184 2201.4915667 1147.3629917 0
Kani-Keli, Mayotte 0.0000000 0.0000000 0.0000000 0
Kankan, Guinea 8359.6789853 9465.0269676 8485.7277273 0
Kano, Nigeria 7715.6368817 9070.1810111 7787.1689188 0
Kanungu, Uganda 2269.4692130 3218.7608366 2540.5630347 0
Kaolack, Senegal 1282.5276242 2319.6559338 1215.4334665 0
Kapchorwa, Uganda 4707.4457504 6136.7013392 4757.8372491 0
Kara, Togo 7478.6240850 9047.5125159 7526.7487179 0
Karonga, Malawi 2952.2678218 6225.9468437 3218.8227749 0
Karuzi, Burundi 3530.4500617 4412.2428964 3618.3399866 0
Kasaï-Occidental, Democratic Republic of the Congo 3059.0907795 5258.9772906 3105.8739477 0
Kasaï-Oriental, Democratic Republic of the Congo 2270.6279792 4510.1809212 2308.7133780 0
Kasese, Uganda 3009.5226052 5767.8334696 3208.2070594 0
Kassala, Sudan 1145.4347258 2148.8476989 1121.8798853 0
Kassérine, Tunisia NaN -Inf NA 0
Kasungu, Malawi 3243.3606369 5842.5363034 3512.8133864 0
Katakwi, Uganda 5094.5470543 6230.8397763 5180.7951997 0
Katanga, Democratic Republic of the Congo 1763.7031631 8827.8087161 1717.8897835 0
Katavi, Tanzania 2882.9376445 4947.9343284 3071.8597291 0
Katsina, Nigeria 7635.2743323 9050.0007751 7622.6862767 0
Kavango, Namibia 2660.5172499 4749.4214900 2803.7792086 0
Kayanza, Burundi 2104.6310666 3342.2221730 2096.1098543 0
Kayes, Mali 6152.8338410 8957.2899796 6687.3529299 0
Kayunga, Uganda 5428.5165622 6380.0941829 5527.1656961 0
Kebbi, Nigeria 6904.4505787 9639.8792337 6901.0129122 0
Kebili, Tunisia NaN -Inf NA 0
Kédougou, Senegal 3617.7625721 6825.2290798 4072.1099407 0
Kémo, Central African Republic 4736.9181993 6869.7677105 4634.2396255 0
Kericho, Kenya 6531.5134134 8501.6938377 6682.2847440 0
Kgalagadi, Botswana 1110.7395252 1334.9915185 1156.3252678 0
Kgatleng, Botswana 359.8369226 492.2770661 354.1497850 0
Khartoum, Sudan 568.4696828 1198.6508401 533.3814349 0
Khenchela, Algeria NaN -Inf NA 0
Khomas, Namibia 3052.0075935 3903.0544454 3037.3225515 0
Kiambu, Kenya 3689.2010534 4871.8090795 3708.9198413 0
Kibale, Uganda 5527.5225629 7056.3801571 5556.8135495 0
Kiboga, Uganda 6288.0193324 6986.4603974 6420.9248658 0
Kidal, Mali 2172.6000653 4624.1940809 2178.4848926 0
Kié-Ntem, Equatorial Guinea 2451.3838432 3300.6575318 2468.0264989 0
Kigoma, Tanzania 2942.7115125 6876.0177973 3396.3622118 0
Kilifi, Kenya 5899.6206044 7431.1898761 5944.9439799 0
Kilimanjaro, Tanzania 2558.1818426 5103.9855674 2366.5809498 0
Kindia, Guinea 7978.2068684 9446.0558134 8360.6964681 0
Kinshasa City, Democratic Republic of the Congo 3327.5960887 4915.1675549 3322.8371122 0
Kirinyaga, Kenya 3040.9811204 3867.5233286 3005.5989102 0
Kirundo, Burundi 4875.4661003 6287.6304345 4766.0979482 0
Kisii, Kenya 6356.2455396 8653.3515080 6248.8841109 0
Kisoro, Uganda 1524.4061939 1708.8576946 1532.2872479 0
Kisumu, Kenya 6980.4258225 8954.7094913 7383.0714583 0
Kitgum, Uganda 3339.7880367 5670.9980338 3454.8350299 0
Kitui, Kenya 2127.1545133 4280.1937077 2428.7642216 0
Kivu, Democratic Republic of the Congo 1315.8118636 5831.7607235 1339.1303351 0
Kogi, Nigeria 6342.3746559 8000.2631871 6326.0517988 0
Kolda, Senegal 3504.0656523 5151.5599994 3647.4552231 0
Kotido, Uganda 606.9284480 4084.7397229 0.0761575 0
Kouffo, Benin 5588.9376009 6607.7517027 5696.1082284 0
Kouilou, Republic of Congo 1245.8298277 3876.9926092 1306.9205469 0
Koulikoro, Mali 7600.0427503 9385.2199675 7724.9063627 0
Koungou, Mayotte 0.0000000 0.0000000 0.0000000 0
Kumi, Uganda 6219.4072043 7464.1888772 6373.3852830 0
Kunene, Namibia 1848.2030424 3835.2207295 1841.4240606 0
Kwale, Kenya 4580.6972885 6777.8834351 4806.1640090 0
Kwara, Nigeria 5599.5269720 8560.5321368 5753.4458696 0
KwaZulu-Natal, South Africa 1159.5609556 2777.1211888 1127.7035953 0
Kweneng, Botswana 584.6080336 943.3388224 539.9055196 0
Kyenjojo, Uganda 5766.7359058 6770.9002152 5763.1038960 0
La Digue and Inner Islands, Seychelles NaN -Inf 0.0000000 0
Laâyoune - Boujdour - Sakia El Hamra, Morocco NaN -Inf NA 0
Laayoune, Western Sahara NaN -Inf NA 0
Labé, Guinea 7904.8353990 9268.5937725 7948.1115634 0
Lac, Chad 3046.1512389 6937.4531036 2788.5460242 0
Lacs, Côte d'Ivoire 4914.4055276 8747.4244033 5158.3518673 0
Laghouat, Algeria NaN -Inf NA 0
Lagos, Nigeria 4411.7481229 7908.3604297 4691.7590731 0
Lagunes, Côte d'Ivoire 4723.4752505 8711.5214757 5306.2245047 0
Laikipia, Kenya 3001.6615057 4773.3590618 2962.1271288 0
Lake Albert, Uganda 2269.8661960 6545.0221414 2135.1228588 0
Lake Victoria, Uganda 804.1571712 6429.1463139 0.0800101 0
Lakes, South Sudan 4151.8102099 5565.2876738 4662.2286894 0
Lamu, Kenya 2769.8712978 4813.8756213 2498.3349573 0
Le Kef, Tunisia NaN -Inf NA 0
Lékoumou, Republic of Congo 2556.3012171 4007.5360875 2547.6746715 0
Leribe, Lesotho NaN -Inf NA 0
Les Mamelles, Seychelles NaN -Inf 0.0000000 0
Likoma, Malawi 0.0675486 0.0675486 0.0675486 0
Likouala, Republic of Congo 1730.8162638 5732.3249951 1774.1654142 0
Lilongwe, Malawi 2411.6063353 3612.9130299 2273.9650726 0
Limpopo, South Africa 1595.7081488 4310.8301885 1378.3060205 0
Lindi, Tanzania 2634.5339979 5503.2056368 2562.6868334 0
Lira, Uganda 5616.7914819 7310.5494351 5816.5145289 0
Litoral, Equatorial Guinea 2606.1352873 5272.0572593 2510.9952319 0
Littoral, Benin 2732.0839196 3026.0353329 2732.0839196 0
Littoral, Cameroon 3456.5607495 6204.1658736 3494.5460494 0
Lobatse, Botswana NaN -Inf NA 0
Lobaye, Central African Republic 6236.2350003 7802.1221560 6301.7179260 0
Lofa, Liberia 2751.9917382 5771.2330988 2597.6915627 0
Logone Occidental, Chad 3067.8405933 4664.7996906 3022.9730958 0
Logone Oriental, Chad 3948.1538878 5868.9898574 3991.1760868 0
Louga, Senegal 1251.0550751 1694.7471339 1272.2599105 0
Lower River, Gambia 646.4455837 2264.7441768 542.6316829 0
Luanda, Angola 1721.9049185 2882.7734162 1712.5159789 0
Luapula, Zambia 1845.9662141 8668.6264634 1794.8075694 0
Lubombo, Swaziland 783.7705549 1994.2007105 723.8233213 0
Lunda Norte, Angola 1571.9450382 3194.9124266 1539.4839155 0
Lunda Sul, Angola 1461.8435297 2620.4677922 1417.7726310 0
Lusaka, Zambia 2943.6348695 5811.1920954 2839.8857518 0
Luwero, Uganda 5627.6726218 6908.4881133 5609.3010908 0
M'Sila, Algeria NaN -Inf NA 0
M'tsangamouji, Mayotte 0.0000000 0.0000000 0.0000000 0
Maccarthy Island, Gambia 750.3649091 2761.8585955 650.3609069 0
Machakos, Kenya 3497.7005674 4625.8585895 3564.8582915 0
Machinga, Malawi 1731.4953274 2950.5838649 1714.9984565 0
Maekel, Eritrea 724.6119210 1229.7503444 713.1501551 0
Mafeteng, Lesotho NaN -Inf NA 0
Mahajanga, Madagascar 2798.4061025 5589.9146617 2634.6058095 0
Mahdia, Tunisia NaN -Inf NA 0
Maio, Cape Verde NaN -Inf 0.0000000 0
Makamba, Burundi 2074.6619667 3376.9381855 2393.0354662 0
Makueni, Kenya 3478.6790981 5528.7083651 3550.1338584 0
Malanje, Angola 2292.0797577 4625.4466934 2317.8728901 0
Mambéré-Kadéï, Central African Republic 5770.9486495 6850.3168753 5793.0939843 0
Mamou, Guinea 6710.9518912 8984.5487064 6724.8248835 0
Mamoudzou, Mayotte 0.0000000 0.0000000 0.0000000 0
Mandera, Kenya 1032.6709135 1542.7358979 1090.4534028 0
Mandoul, Chad 3697.2451142 5100.2246811 3693.8137805 0
Mangochi, Malawi 1659.3325072 5501.7085033 915.6596166 0
Manica, Mozambique 3206.7802260 6744.0374800 3143.2555389 0
Manicaland, Zimbabwe 1613.9556492 3669.5491969 1551.7961424 0
Manubah, Tunisia NaN -Inf NA 0
Manyara, Tanzania 1787.3375268 3635.1733544 1794.6693030 0
Manzini, Swaziland NaN -Inf NA 0
Maputo City, Mozambique 3588.7248407 5676.9236506 3499.6904448 0
Maputo, Mozambique 4344.1112980 7176.6040955 4311.6638587 0
Mara, Tanzania 1853.9919248 6431.6406906 2011.0132413 0
Maradi, Niger 5124.3298487 7780.9928954 5328.5880392 0
Margibi, Liberia 3573.4482168 5448.6107274 3464.9035734 0
Maritime, Togo 5769.2064079 7053.8238838 6185.6612700 0
Marrakech - Tensift - Al Haouz, Morocco NaN -Inf NA 0
Marsabit, Kenya 1070.6924960 2838.1235743 1075.4473526 0
Maryland, Liberia 4231.6567442 5534.0227796 4219.7658817 0
Masaka, Uganda 5019.0109733 6600.5867585 5091.0921346 0
Mascara, Algeria NaN -Inf NA 0
Maseru, Lesotho NaN -Inf NA 0
Mashonaland Central, Zimbabwe 1611.7086069 3471.8396409 1481.5725579 0
Mashonaland East, Zimbabwe 1294.0359477 3800.7326807 1104.2138774 0
Mashonaland West, Zimbabwe 1450.1729278 8527.7669869 1301.9928416 0
Masindi, Uganda 3987.9394575 6936.7207726 5323.3851488 0
Masvingo, Zimbabwe 1135.2051773 3948.8667269 1105.8500545 0
Matabeleland North, Zimbabwe 1690.6157601 9077.5242544 1428.8768749 0
Matabeleland South, Zimbabwe 636.8548899 1624.5511652 608.6666953 0
Matam, Senegal 1401.5933062 3418.7586208 1295.9700831 0
Matrouh, Egypt NaN -Inf NA 0
Mayo-Kebbi Est, Chad 4349.3360863 6956.2311492 4515.6699569 0
Mayo-Kebbi Ouest, Chad 5191.9760872 6357.7214592 5204.9535463 0
Mayuge, Uganda 4959.2557373 6487.8449351 5317.5700528 0
Mbale, Uganda 6885.3474990 7697.3509431 6973.8612686 0
Mbarara, Uganda 3924.4835861 6192.5064639 3960.7601436 0
Mbeya, Tanzania 2588.6982938 4826.1215984 2697.5061245 0
Mbomou, Central African Republic 3970.4707218 6941.9029882 3993.1487743 0
Mchinji, Malawi 4117.6167767 5709.7006371 4069.5113621 0
Médéa, Algeria NaN -Inf NA 0
Médenine, Tunisia NaN -Inf NA 0
Meknès - Tafilalet, Morocco NaN -Inf NA 0
Meru, Kenya 2244.9814291 6320.4196134 2269.5816657 0
Midlands, Zimbabwe 1545.3595936 5720.2146319 1017.0110216 0
Migori, Kenya 5092.2475656 7862.6556264 5634.7580937 0
Mila, Algeria NaN -Inf NA 0
Misratah, Libya NaN -Inf NA 0
Mohale's Hoek, Lesotho NaN -Inf NA 0
Moka, Mauritius NaN -Inf 0.0000000 0
Mokhotlong, Lesotho NaN -Inf NA 0
Mombasa, Kenya 5228.4373023 5951.3564759 5239.9955609 0
Monastir, Tunisia NaN -Inf NA 0
Mono, Benin 5521.6712159 6558.8090657 5484.0772536 0
Mont Buxton, Seychelles NaN -Inf 0.0000000 0
Mont Fleuri, Seychelles NaN -Inf 0.0000000 0
Montagnes, Côte d'Ivoire 4570.9444060 7034.2657134 4841.0974340 0
Montserrado, Liberia 2519.9431919 5131.3399664 2510.4033908 0
Mopti, Mali 8839.2932022 9779.9723116 9118.0643773 0
Morogoro, Tanzania 2910.1816209 5560.5951704 2967.5073801 0
Moroto, Uganda 3163.1352474 5226.2389261 3550.7303187 0
Mostaganem, Algeria NaN -Inf NA 0
Mosteiros, Cape Verde NaN -Inf 0.0000000 0
Moxico, Angola 2261.3694780 5161.4875193 2276.4221051 0
Moyen-Chari, Chad 3946.0505566 4974.5116659 3963.8795422 0
Moyen-Ogooué, Gabon 1022.1123300 3544.8955361 862.6183383 0
Moyo, Uganda 4948.5998968 5847.4567847 5022.5863352 0
Mpigi, Uganda 5577.7388049 6856.0525309 5719.1515012 0
Mpumalanga, South Africa 2674.6749667 5888.8769626 2445.6935105 0
Mtsamboro, Mayotte 0.0000000 0.0000000 0.0000000 0
Mtwara, Tanzania 3066.0464249 6021.3901039 2836.7907866 0
Mubende, Uganda 5856.4292131 6659.2629666 5880.7917788 0
Muchinga, Zambia 2554.4381921 5321.5058179 2603.1109790 0
Mudug, Somalia 615.4779088 2136.7632938 571.0701460 0
Mukono, Uganda 3902.8831199 4982.0422768 4169.8270433 0
Mulanje, Malawi 1178.9340711 2757.3373989 1059.8499903 0
Muramvya, Burundi 1664.6110978 2191.2383101 1626.5491209 0
Murang'a, Kenya 3209.1970337 4034.7400413 3220.5640674 0
Murzuq, Libya NaN -Inf NA 0
Muyinga, Burundi 4290.5404455 5596.2910611 4193.2803927 0
Mwali, Comoros 0.0000000 0.0000000 0.0000000 0
Mwanza, Malawi 2436.8022382 3541.6247160 2336.9524643 0
Mwanza, Tanzania 1995.7972501 5468.7027935 2050.0269053 0
Mwaro, Burundi 2104.5851879 2377.5887574 2090.2334353 0
Mzimba, Malawi 2819.8524516 5227.6226855 2599.6695155 0
Naâma, Algeria NaN -Inf NA 0
Nabeul, Tunisia NaN -Inf NA 0
Nairobi, Kenya 3433.7791374 4243.7775287 3417.9635930 0
Nakapiripirit, Uganda 4609.5652088 6160.9186813 4954.9842040 0
Nakasongola, Uganda 5986.9391886 6743.4563139 6058.8872454 0
Nakuru, Kenya 3178.7939286 4706.5287960 3063.8736193 0
Nalut, Libya NaN -Inf NA 0
Namibe, Angola 1903.9929741 4028.1409784 2173.9402398 0
Nampula, Mozambique 3265.2701959 7697.7403734 3180.2938650 0
Nana-Grébizi, Central African Republic 4416.4702234 6030.7683321 4366.9412487 0
Nana-Mambéré, Central African Republic 6580.4292956 7695.6060455 6576.5627990 0
Nandi, Kenya 5579.3851159 7215.1130266 5633.6840564 0
Narok, Kenya 2241.4129307 5580.0671784 2114.3521908 0
Nassa, Mozambique 1209.9772397 3945.9810944 1037.6667191 0
Nassarawa, Nigeria 5345.0801096 6859.1433615 5282.9738543 0
Nebbi, Uganda 4818.3374901 6083.3516141 4913.3313703 0
Neno, Malawi 1906.5675579 3111.6052596 1882.7235027 0
Ngounié, Gabon 2474.5211743 3755.6586709 2510.9334173 0
Ngozi, Burundi 3419.2901110 4577.7605961 3543.3958089 0
Niamey, Niger 5384.1492786 5957.7527616 5401.2343504 0
Niari, Republic of Congo 2646.1762710 4613.1944235 2651.2847340 0
Niger, Nigeria 5632.8635667 9404.1960221 5675.4411623 0
Nimba, Liberia 2493.7347061 6451.2061580 2285.1381803 0
Njazídja, Comoros 0.0000000 0.0000000 0.0000000 0
Njombe, Tanzania 2160.9107919 3991.6907033 2132.4965324 0
Nkhata Bay, Malawi 1520.9754288 6880.9699192 1240.5673275 0
Nkhotakota, Malawi 2095.6916270 6507.7034942 1443.3403346 0
Nord-Ouest, Cameroon 3262.1565009 5239.3638961 3249.1943789 0
Nord, Burkina Faso 8583.3925574 9347.9882193 8787.0475045 0
Nord, Cameroon 4347.0515975 7525.4743646 4575.3858219 0
North Bahr-al-Ghazal, South Sudan 4138.5080574 5826.0906803 3967.1190782 0
North Bank, Gambia 483.2350915 851.0064607 456.7059358 0
North Darfur, Sudan 594.3853928 2525.4236948 566.9891038 0
North Kurdufan, Sudan 938.8726354 2029.9675631 849.8058253 0
North West, South Africa 1017.4341522 1634.8511672 1060.3676265 0
North-East, Botswana 340.1964904 535.3047777 336.2287850 0
North-West, Botswana 580.5374373 2113.0958287 458.6952244 0
North-Western, Zambia 3774.6131012 6345.7938764 3914.8988066 0
Northern Cape, South Africa NaN -Inf NA 0
Northern, Ghana 4947.8680262 8628.1035771 4987.7108020 0
Northern, Sierra Leone 6170.2248014 8744.2754419 5920.0861881 0
Northern, Sudan 319.3953654 1015.9170481 281.0805398 0
Northern, Zambia 2059.2815781 7229.5975352 1992.9449925 0
Nouakchott, Mauritania 1247.1146923 1898.5695634 1056.8972364 0
Nsanje, Malawi 1882.7629308 3302.5435169 1861.5647435 0
Ntcheu, Malawi 1691.8011574 3046.5081559 1656.2766057 0
Ntchisi, Malawi 3019.8989838 3725.2409321 2988.1708464 0
Ntungamo, Uganda 2407.1688341 3962.1128058 2370.1930087 0
Nugaal, Somalia 698.9115537 1759.7082203 686.0743420 0
Nyamira, Kenya 7101.9193767 9150.6521062 7279.2683102 0
Nyandarua, Kenya 2588.9740265 2937.7725794 2588.9740265 0
Nyanga, Gabon 2143.0205676 6905.6575910 2045.4171295 0
Nyeri, Kenya 2785.4567659 3383.8250773 2783.6180694 0
Nzérékoré, Guinea 7181.6469052 8714.0966191 7124.0414365 0
Nzwani, Comoros 0.0000000 0.0000000 0.0000000 0
Obock, Djibouti 1223.6876592 2169.5475213 1129.4534370 0
Ogooué-Ivindo, Gabon 864.7382199 4002.7954218 790.5762635 0
Ogooué-Lolo, Gabon 1225.0430455 3488.1753145 1267.8122331 0
Ogooué-Maritime, Gabon 820.4999289 3431.5913547 546.9961458 0
Ogun, Nigeria 5053.3792049 8578.9431097 4986.9006821 0
Ohangwena, Namibia 3302.0341260 4087.7423515 3281.0629692 0
Oio, Guinea-Bissau 2381.3846208 3662.5088922 2403.2469502 0
Omaheke, Namibia 2560.4511819 3414.7872144 2600.1334188 0
Ombella-M'Poko, Central African Republic 6719.7527088 8720.7128193 6683.3833426 0
Omusati, Namibia 1991.2618754 3671.5748901 2291.7730783 0
Ondo, Nigeria 4746.2302881 6533.0830816 4726.4298687 0
Oran, Algeria NaN -Inf NA 0
Oriental, Morocco NaN -Inf NA 0
Orientale, Democratic Republic of the Congo 1894.2080859 9513.5696191 1731.5659507 0
Oromia, Ethiopia 155.8321485 1310.7776640 138.5489097 0
Oshana, Namibia 1894.4794823 3841.4602367 2554.4106249 0
Oshikoto, Namibia 2330.3356182 4216.0912867 2933.1400330 0
Osun, Nigeria 5566.2793047 7914.6202337 5531.2939765 0
Otjozondjupa, Namibia 2894.3538093 4015.0390166 2942.3990515 0
Ouaddaï, Chad 2213.9544061 3196.4200370 2236.7027219 0
Ouaka, Central African Republic 6543.8029019 8155.3236692 6622.8203255 0
Ouangani, Mayotte 0.0000000 0.0000000 0.0000000 0
Ouargla, Algeria NaN -Inf NA 0
Oued el Dahab, Western Sahara NaN -Inf NA 0
Ouémé, Benin 5047.6304377 6363.7382282 5171.6153002 0
Ouest, Cameroon 3411.9551572 5155.7066270 3511.6296588 0
Ouham-Pendé, Central African Republic 6304.3329621 7349.5977833 6330.3042242 0
Ouham, Central African Republic 5326.0109791 6710.3375821 5290.4596881 0
Oum el Bouaghi, Algeria NaN -Inf NA 0
Outer Islands, Seychelles NaN -Inf NA 0
Oyo, Nigeria 7484.3123757 8961.1970431 7694.4749866 0
Pader, Uganda 4079.5497394 6180.5619211 4082.9935814 0
Pallisa, Uganda 7037.9622178 7860.3285284 7077.5792325 0
Pamandzi, Mayotte 0.0000000 0.0000000 0.0000000 0
Pamplemousses, Mauritius NaN -Inf 0.0000000 0
Paúl, Cape Verde NaN -Inf 0.0000000 0
Pemba North, Tanzania 2784.2432413 3334.0560622 2789.1214699 0
Pemba South, Tanzania 2876.5969396 3637.4038323 2821.7419609 0
Phalombe, Malawi 1778.7443367 3272.7621794 1615.3166141 0
Plaines Wilhems, Mauritius NaN -Inf 0.0000000 0
Plaisance, Seychelles NaN -Inf 0.0000000 0
Plateau-Central, Burkina Faso 7272.6667009 8776.0291996 7240.6187358 0
Plateau, Benin 5247.4714144 6159.9663210 5303.9581132 0
Plateau, Nigeria 6985.8168549 8446.7189476 7014.7088955 0
Plateaux, Republic of Congo 1982.6514532 3466.7270475 1967.9675131 0
Plateaux, Togo 6102.2768744 7126.1540025 6229.4423363 0
Pointe La Rue, Seychelles NaN -Inf 0.0000000 0
Pointe Noire, Republic of Congo 2468.2681043 2778.6047772 2745.5162232 0
Pool, Republic of Congo 3040.8558176 5218.9176883 2871.7670121 0
Port Glaud, Seychelles NaN -Inf 0.0000000 0
Port Louis, Mauritius NaN -Inf 0.0000000 0
Porto Novo, Cape Verde NaN -Inf 0.0000000 0
Praia, Cape Verde NaN -Inf 0.0000000 0
Príncipe, São Tomé and Príncipe 0.0000000 0.0000000 0.0000000 0
Pwani, Tanzania 4143.0227803 6307.1378894 4158.2196751 0
Qacha's Nek, Lesotho NaN -Inf NA 0
Qina, Egypt NaN -Inf NA 0
Quinara, Guinea-Bissau 2460.5661427 3434.2810696 2486.5773851 0
Quthing, Lesotho NaN -Inf NA 0
Rabat - Salé - Zemmour - Zaer, Morocco NaN -Inf NA 0
Rakai, Uganda 4133.0511574 6156.8972372 4076.1403195 0
Red Sea, Sudan 346.1776939 2474.6130968 316.2588099 0
Relizane, Algeria NaN -Inf NA 0
Ribeira Brava, Cape Verde NaN -Inf 0.0000000 0
Ribeira Grande de Santiago, Cape Verde NaN -Inf 0.0000000 0
Ribeira Grande, Cape Verde NaN -Inf 0.0000000 0
River Cess, Liberia 3980.7964961 6510.3848220 3930.1841772 0
River Gee, Liberia 4144.6073435 5033.1447799 4196.3940402 0
River Nile, Sudan 277.9404459 1143.1243202 245.5174752 0
Rivers, Nigeria 4976.6476820 7294.8556849 4922.7568890 0
Rivière du Rempart, Mauritius NaN -Inf 0.0000000 0
Roche Caïman, Seychelles NaN -Inf 0.0000000 0
Rodriguez, Mauritius NaN -Inf 0.0000000 0
Rukungiri, Uganda 2277.2347564 4034.1203868 2659.4497843 0
Rukwa, Tanzania 1484.2366947 3402.5625501 1524.9253373 0
Rumphi, Malawi 2273.5848627 5735.9703972 1957.9762783 0
Rutana, Burundi 2887.0524380 3649.5474351 2889.2336514 0
Ruvuma, Tanzania 1838.7382606 3546.6395784 1736.9767558 0
Ruyigi, Burundi 2982.0144177 3883.0718405 2936.3958214 0
Sabha, Libya NaN -Inf NA 0
Sada, Mayotte 0.0000000 0.0000000 0.0000000 0
Sahel, Burkina Faso 8132.8726688 9527.5850532 8212.0181881 0
Saïda, Algeria NaN -Inf NA 0
Saint Brandon, Mauritius NaN -Inf 0.0000000 0
Saint Helena, Saint Helena NaN -Inf NA 0
Saint Louis, Seychelles NaN -Inf 0.0000000 0
Saint-Benoît, Reunion NaN -Inf 0.0000000 0
Saint-Denis, Reunion NaN -Inf 0.0000000 0
Saint-Louis, Senegal 1202.7387599 1873.5610570 1296.5339543 0
Saint-Paul, Reunion NaN -Inf 0.0000000 0
Saint-Pierre, Reunion NaN -Inf 0.0000000 0
Sal, Cape Verde NaN -Inf 0.0000000 0
Salamat, Chad 3663.7949893 4402.3216364 3695.5945446 0
Salima, Malawi 2965.0817301 5587.2023387 2245.2075656 0
Samburu, Kenya 2356.1278956 4182.1971911 2272.5907636 0
Sanaag, Somalia 976.0665896 1698.4656698 958.0518855 0
Sangha-Mbaéré, Central African Republic 4122.5485009 5663.8087597 4315.8902329 0
Sangha, Republic of Congo 2869.3871960 5051.8726729 3384.4669468 0
Santa Catarina do Fogo, Cape Verde NaN -Inf 0.0000000 0
Santa Catarina, Cape Verde NaN -Inf 0.0000000 0
Santa Cruz, Cape Verde NaN -Inf 0.0000000 0
São Domingos, Cape Verde NaN -Inf 0.0000000 0
São Filipe, Cape Verde NaN -Inf 0.0000000 0
São Lourenço dos Órgãos, Cape Verde NaN -Inf 0.0000000 0
São Miguel, Cape Verde NaN -Inf 0.0000000 0
São Salvador do Mundo, Cape Verde NaN -Inf 0.0000000 0
São Tomé, São Tomé and Príncipe 0.0000000 0.0000000 0.0000000 0
São Vicente, Cape Verde NaN -Inf 0.0000000 0
Sassandra-Marahoué, Côte d'Ivoire 4389.2547081 8695.8430400 5076.1904676 0
Savanes, Côte d'Ivoire 7146.8812546 9480.8407819 7717.0795193 0
Savanes, Togo 6970.3348500 8595.1737417 7171.7028058 0
Savanne, Mauritius NaN -Inf 0.0000000 0
Sédhiou, Senegal 1564.3174377 3372.5844072 1543.6810649 0
Ségou, Mali 8171.1020102 9581.6711916 8076.9696181 0
Selibe Phikwe, Botswana 347.4266177 362.0215858 347.4266177 0
Sembabule, Uganda 5807.1091884 6683.6423708 5883.5868400 0
Semenawi Keyih Bahri, Eritrea 433.9911905 1380.9435823 402.9497563 0
Sennar, Sudan 1167.7671935 2475.4693154 1211.1012748 0
Sétif, Algeria NaN -Inf NA 0
Sfax, Tunisia NaN -Inf NA 0
Shabeellaha Dhexe, Somalia 2087.8558583 3369.3053088 2177.5757192 0
Shabeellaha Hoose, Somalia 2944.4812564 4305.3842890 3020.2156200 0
Shamal Sina', Egypt NaN -Inf NA 0
Shinyanga, Tanzania 2558.6363919 5028.7722574 2510.5996361 0
Shiselweni, Swaziland NaN -Inf NA 0
Siaya, Kenya 5451.1260963 7548.8283883 5997.7792261 0
Sidi Bel Abbès, Algeria NaN -Inf NA 0
Sidi Bou Zid, Tunisia NaN -Inf NA 0
Sikasso, Mali 8065.4959154 9670.2547129 7979.5036818 0
Sila, Chad 3047.4188430 4137.2907059 3087.2679941 0
Siliana, Tunisia NaN -Inf NA 0
Simiyu, Tanzania 1356.3884963 2869.7254701 1372.0792638 0
Singida, Tanzania 1691.3388456 3537.4140782 1689.4244818 0
Sinoe, Liberia 3334.9504333 5769.8589856 3302.6192007 0
Sironko, Uganda 6009.3304217 7887.6138581 6161.6608458 0
Skikda, Algeria NaN -Inf NA 0
Sofala, Mozambique 2457.2053762 6564.1321172 2547.5301344 0
Sokoto, Nigeria 7311.6628060 9081.6456115 7265.0540124 0
Somali, Ethiopia 374.9948040 1860.9342020 345.9941324 0
Sool, Somalia 1220.4941908 2258.8695823 1191.2932581 0
Soroti, Uganda 5988.6974667 6922.0060005 6056.1280365 0
Souk Ahras, Algeria NaN -Inf NA 0
Souss - Massa - Draâ, Morocco NaN -Inf NA 0
Sousse, Tunisia NaN -Inf NA 0
South Darfur, Sudan 2712.3436735 5594.0661022 2565.7950085 0
South Kurdufan, Sudan 1214.3709594 2613.5512087 1165.1595672 0
South-East, Botswana NaN -Inf NA 0
Southern Nations, Nationalities and Peoples, Ethiopia 233.1857976 1936.9992339 212.1228213 0
Southern, Botswana NaN -Inf NA 0
Southern, Sierra Leone 4467.4483793 6941.6977889 4167.9414632 0
Southern, Zambia 1526.0683567 9340.8735454 1229.5623210 0
Sowa, Botswana 220.6886115 220.6886115 220.6886115 0
Sud-Ouest, Burkina Faso 8199.8608478 8828.4884166 8205.0298213 0
Sud-Ouest, Cameroon 3528.7421008 7334.1810756 3470.3232268 0
Sud, Cameroon 3562.9754970 6207.9526019 3696.9514236 0
Suhaj, Egypt NaN -Inf NA 0
Surt, Libya NaN -Inf NA 0
Tabora, Tanzania 2164.4927615 4617.3022824 2025.4482997 0
Tadjourah, Djibouti 1192.5980227 2058.7127146 1278.4785616 0
Tadla - Azilal, Morocco NaN -Inf NA 0
Tagant, Mauritania 694.4068411 1903.4329476 627.9267573 0
Tahoua, Niger 3092.9989285 7212.0804137 2154.4979884 0
Taita Taveta, Kenya 2605.1970643 6354.4315494 3147.1741080 0
Takamaka, Seychelles NaN -Inf 0.0000000 0
Tamanghasset, Algeria NaN -Inf NA 0
Tambacounda, Senegal 2778.6360079 5607.7985811 2897.8381240 0
Tana River, Kenya 2631.7425585 5117.7818762 2477.4098407 0
Tandjilé, Chad 2715.8435479 4191.2534710 2700.0774956 0
Tanga, Tanzania 3083.6015455 5162.1598422 3006.3368076 0
Tanger - Tétouan, Morocco NaN -Inf NA 0
Taraba, Nigeria 5604.1285025 9008.2593465 5764.8381142 0
Tarrafal de São Nicolau, Cape Verde NaN -Inf 0.0000000 0
Tarrafal, Cape Verde NaN -Inf 0.0000000 0
Tataouine, Tunisia NaN -Inf NA 0
Taza - Al Hoceima - Taounate, Morocco NaN -Inf NA 0
Tébessa, Algeria NaN -Inf NA 0
Tete, Mozambique 3163.3245632 6440.8736246 3235.9666441 0
Thaba-Tseka, Lesotho NaN -Inf NA 0
Tharaka-Nithi, Kenya 2511.8328076 3971.1105931 2413.2590708 0
Thiès, Senegal 1236.7871472 1817.2330880 1197.3255290 0
Thyolo, Malawi 1002.9954229 1270.9572851 1007.8258476 0
Tiaret, Algeria NaN -Inf NA 0
Tibesti, Chad 649.3494347 870.7080191 667.1565883 0
Tigray, Ethiopia 249.8109892 2861.9881329 147.1617974 0
Tillabéry, Niger 4902.2341567 8621.7211989 5176.7700778 0
Timbuktu, Mali 5367.8987415 9018.8696469 5258.2264577 0
Tindouf, Algeria NaN -Inf NA 0
Tipaza, Algeria NaN -Inf NA 0
Tiris Zemmour, Mauritania NaN -Inf NA 0
Tissemsilt, Algeria NaN -Inf NA 0
Tizi Ouzou, Algeria NaN -Inf NA 0
Tlemcen, Algeria NaN -Inf NA 0
Toamasina, Madagascar 1632.0296714 4366.2574325 1444.6456950 0
Togdheer, Somalia 1561.5847710 3068.8621940 1408.7441424 0
Toliary, Madagascar 2478.4173731 7108.6276084 2381.8577717 0
Tombali, Guinea-Bissau 2686.6068788 4043.3430661 2549.3495600 0
Tororo, Uganda 7332.3177163 8033.2088185 7313.1758513 0
Tozeur, Tunisia NaN -Inf NA 0
Trans Nzoia, Kenya 4971.6353578 6410.7154428 5109.9909900 0
Trarza, Mauritania 714.4834064 1813.5335510 753.1636405 0
Tripoli, Libya NaN -Inf NA 0
Tristan da Cunha, Saint Helena NaN -Inf 0.0000000 0
Tsingoni, Mayotte 0.0000000 0.0000000 0.0000000 0
Tunis, Tunisia NaN -Inf NA 0
Turkana, Kenya 1215.2667995 4791.0998019 1071.9518526 0
Uasin Gishu, Kenya 4280.0610548 5664.4365694 4343.5078160 0
Uíge, Angola 1905.3792693 3613.5873588 1884.7198021 0
Umujyi wa Kigali, Rwanda 1368.4180760 1849.4043707 1377.7310974 0
Unity, South Sudan 2827.9776329 4527.3351432 2849.9607919 0
Upper East, Ghana 7369.2649338 8574.4320014 7475.6625472 0
Upper Nile, South Sudan 2208.8660787 5491.4899647 2120.7948116 0
Upper River, Gambia 1071.2335218 3033.1881233 1037.5302393 0
Upper West, Ghana 7747.9542767 8508.9185309 7935.2580319 0
Vakaga, Central African Republic 2545.4845811 5576.8975587 2464.1402263 0
Vallée du Bandama, Côte d'Ivoire 4894.2357215 9153.2396438 4710.9637656 0
Vihiga, Kenya 7125.6642650 7760.9966674 7235.8559347 0
Ville de N'Djamena, Chad 2959.5013038 3443.4852195 3017.6951002 0
Volta, Ghana 4007.8144760 8346.7468014 3621.2446071 0
Wadi al Hayat, Libya NaN -Inf NA 0
Wadi ash Shati', Libya NaN -Inf NA 0
Wadi Fira, Chad 1370.5284717 3630.3872024 1220.2268938 0
Wajir, Kenya 1448.1940836 2134.5134947 1418.0150105 0
Wakiso, Uganda 4547.9585425 5627.8708785 4587.2662360 0
Warap, South Sudan 3860.4158691 5508.3682739 4051.1150581 0
Wele-Nzas, Equatorial Guinea 2154.1927027 2978.1084743 2236.8091274 0
West Bahr-al-Ghazal, South Sudan 4447.2787484 5857.2038692 4758.9426778 0
West Darfur, Sudan 1271.8419746 2769.3276112 1196.8366815 0
West Equatoria, South Sudan 5010.0056473 6344.9928497 5114.0324671 0
West Kurdufan, Sudan 1810.5538760 3382.1581717 1828.6252059 0
West Pokot, Kenya 4362.7455582 5941.2837347 4480.0594537 0
Western Cape, South Africa NaN -Inf NA 0
Western, Gambia 549.9043335 872.4102473 494.2229164 0
Western, Ghana 3957.8944739 7575.8165182 3913.9621200 0
Western, Sierra Leone 4700.6222096 6216.2161076 4956.9096452 0
Western, Zambia 3427.9868971 5820.6886128 3568.4903947 0
White Nile, Sudan 736.3944244 1603.3084860 705.2660332 0
Woqooyi Galbeed, Somalia 1230.6514195 2755.7727465 1193.5999098 0
Woroba, Côte d'Ivoire 4843.7770773 9265.0194685 4676.8547076 0
Wouleu-Ntem, Gabon 745.6358760 3852.4022857 649.0713562 0
Yamoussoukro, Côte d'Ivoire 3548.8972060 7667.7086958 3220.4691410 0
Yobe, Nigeria 5531.4094782 7524.1095777 5520.2555121 0
Yumbe, Uganda 5191.4937389 6233.8586845 5532.4596894 0
Zaghouan, Tunisia NaN -Inf NA 0
Zaire, Angola 1810.6774689 4354.0968185 1780.8331093 0
Zambezi, Namibia 1121.9744419 2547.8177371 1006.3787953 0
Zambezia, Mozambique 2959.2101616 7293.8078072 3074.1420161 0
Zamfara, Nigeria 7221.9352383 8519.0122758 7253.3667793 0
Zanzan, Côte d'Ivoire 4364.8825128 7890.9653281 5071.6241665 0
Zanzibar North, Tanzania 1895.4023098 2392.1052310 1859.4797599 0
Zanzibar South and Central, Tanzania 1733.7919731 2299.3920435 1775.7459596 0
Zanzibar West, Tanzania 2099.9165348 2350.9773407 2136.1813559 0
Ziguinchor, Senegal 1555.7521289 2669.1322419 1475.5671890 0
Zinder, Niger 3448.3067292 6836.4532125 3033.6445061 0
Zomba, Malawi 1491.9847560 3690.6388031 1344.8295746 0
Zou, Benin 5611.1946535 7007.6081351 5583.0829286 0

The below shows the top 20 districts in regards to average combined score.

country Average score Max score Median score % of area > African median
Haut-Bassins, Burkina Faso 9172.726 9699.758 9260.945 0
Mopti, Mali 8839.293 9779.972 9118.064 0
Nord, Burkina Faso 8583.393 9347.988 8787.048 0
Boucle du Mouhoun, Burkina Faso 8431.493 9635.263 8461.964 0
Centre-Nord, Burkina Faso 8382.458 9399.200 8596.679 0
Kankan, Guinea 8359.679 9465.027 8485.728 0
Sud-Ouest, Burkina Faso 8199.861 8828.488 8205.030 0
Ségou, Mali 8171.102 9581.671 8076.970 0
Sahel, Burkina Faso 8132.873 9527.585 8212.018 0
Cascades, Burkina Faso 8125.237 9191.895 8344.783 0
Sikasso, Mali 8065.496 9670.255 7979.504 0
Centre-Ouest, Burkina Faso 8030.598 9231.711 8029.212 0
Kindia, Guinea 7978.207 9446.056 8360.696 0
Labé, Guinea 7904.835 9268.594 7948.112 0
Kaduna, Nigeria 7753.996 8857.563 7846.138 0
Upper West, Ghana 7747.954 8508.919 7935.258 0
Gombe, Nigeria 7747.939 8968.570 7873.484 0
Kano, Nigeria 7715.637 9070.181 7787.169 0
Basse-Kotto, Central African Republic 7710.356 8721.381 7823.811 0
Katsina, Nigeria 7635.274 9050.001 7622.686 0

Conclusion

West Africa appears to be the region with the most promise for ivermectin-infused cows. Yummy.

Data sources

Where are the cows?

https://livestock.geo-wiki.org/Application/index.php

Where are the mosquitoes?

(malaria, actually)

https://map.ox.ac.uk/explorer/#/explorer

Contact

Databrew, empowering researchers in academia and industry to explore, understand, and communicate their data through consulting and teaching. info@databrew.cc.

http://databrew.cc